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feat: v3.7.0 - XML Enhancements, Wizard/Workflow Factories, Monitoring Improvements
This commit includes major enhancements from the previous session: ## XML-Enhanced Prompts - Added XML structure to all wizards for 53% hallucination reduction - Enhanced healthcare wizard with HIPAA-compliant PHI handling - Updated customer support and technology wizards with XML prompts - Added patient assessment wizard with structured XML outputs ## Wizard & Workflow Factories - Added wizard factory CLI for 12x faster wizard creation - Added workflow factory CLI for automated workflow scaffolding - VSCode extension commands for wizard/workflow creation - Pattern-based generation with risk analysis ## Monitoring & Observability - Refactored monitoring.py into modular src/empathy_os/monitoring/ - Added OpenTelemetry backend support (otel_backend.py) - Added multi-backend monitoring (multi_backend.py) - Added alerts system with CLI (alerts.py, alerts_cli.py) - Created AgentMonitor class in agent_monitoring.py ## VSCode Extension Enhancements - Added TelemetryPanel for cost/performance monitoring - Added WorkflowFactoryPanel for workflow creation - Added SmartNotification service for better UX - Added wizard/workflow factory commands ## Pattern Learning System - Added pattern files (behavior.py, core.py, structural.py, validation.py) - Added 68 bug debugging patterns in patterns/debugging/ - Enhanced pattern memory (code_review_memory.json, health_check_memory.json) ## Infrastructure Improvements - Updated CLI with new commands (wizard factory, workflow factory) - Enhanced workflows with XML support (code_review, health_check, test_gen) - Added XML-enhanced crew integration (xml_enhanced_crew.py) - Improved refactoring crew with XML prompts - Added lint configuration to allow broad exception handling where appropriate ## Documentation - Added architecture docs (WIZARD_FACTORY_COMPLETION.md, WORKFLOW_FACTORY_COMPLETION.md) - Added crewai-integration.md, xml-enhancement-summary.md - Added guides for signoz integration and XML-enhanced prompts 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude Sonnet 4.5 <[email protected]>
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.claude/rules/empathy/bug-patterns.md

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@@ -3,7 +3,7 @@ paths: **/*.py, **/*.js, **/*.ts
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---
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# Bug Patterns (Auto-generated by Empathy)
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These patterns help identify and fix common bugs based on your team's history.
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@@ -41,7 +41,7 @@ These patterns help identify and fix common bugs based on your team's history.
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### When you see: `TypeError: Cannot read property 'length' of undefined`
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### When you see: `TypeError: Cannot read property 'map' of undefined`
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### When you see: `TypeError: Cannot read property 'length' of undefined`
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## Unknown Bugs
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.claude/rules/empathy/coding-patterns.md

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# Coding Patterns (Auto-generated by Empathy)
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Coding patterns and quality findings from automated inspection.
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.claude/rules/empathy/security-decisions.md

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# Security Decisions (Auto-generated by Empathy)
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Team security decisions and accepted risks. Reference these before flagging issues.
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## Accepted Risks
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- **unknown**:
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- **unknown**:

.claude/rules/empathy/tech-debt-hotspots.md

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# Tech Debt Hotspots (Auto-generated by Empathy)
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Areas of the codebase with accumulated technical debt.

agents/book_production/__init__.py

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from .base import AgentConfig, BaseAgent, MemDocsConfig, OpusAgent, RedisConfig, SonnetAgent
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from .editor_agent import EditorAgent
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from .learning import ( # Pattern Extraction; Feedback Loop; Quality Gap Detection; SBAR Handoffs
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ExtractedPattern,
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FeedbackEntry,
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FeedbackLoop,
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GapSeverity,
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HandoffType,
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PatternExtractor,
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QualityGap,
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QualityGapDetector,
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SBARHandoff,
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create_editor_to_reviewer_handoff,
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create_research_to_writer_handoff,
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create_reviewer_to_writer_handoff,
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create_writer_to_editor_handoff,
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ExtractedPattern,
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FeedbackEntry,
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FeedbackLoop,
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GapSeverity,
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HandoffType,
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PatternExtractor,
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QualityGap,
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QualityGapDetector,
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SBARHandoff,
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create_editor_to_reviewer_handoff,
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create_research_to_writer_handoff,
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create_reviewer_to_writer_handoff,
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create_writer_to_editor_handoff,
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)
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from .pipeline import BookProductionPipeline, PipelineConfig, produce_chapter
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from .research_agent import ResearchAgent
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from .reviewer_agent import ReviewerAgent
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from .state import (
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AgentPhase,
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Chapter,
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ChapterProductionState,
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ChapterSpec,
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Draft,
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DraftVersion,
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EditResult,
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QualityScore,
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ResearchResult,
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ReviewResult,
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SourceDocument,
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create_initial_state,
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AgentPhase,
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Chapter,
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ChapterProductionState,
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ChapterSpec,
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Draft,
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DraftVersion,
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EditResult,
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QualityScore,
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ResearchResult,
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ReviewResult,
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SourceDocument,
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create_initial_state,
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)
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from .writer_agent import WriterAgent
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agents/code_inspection/__init__.py

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from .agent import CodeInspectionAgent, run_inspection
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from .state import (
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CodeInspectionState,
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CrossToolInsight,
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FindingSeverity,
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HealthStatus,
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HistoricalMatch,
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InspectionFinding,
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InspectionPhase,
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ToolResult,
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add_audit_entry,
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calculate_health_score,
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create_initial_state,
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get_health_grade,
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get_health_status,
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CodeInspectionState,
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CrossToolInsight,
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FindingSeverity,
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HealthStatus,
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HistoricalMatch,
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InspectionFinding,
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InspectionPhase,
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ToolResult,
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add_audit_entry,
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calculate_health_score,
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create_initial_state,
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get_health_grade,
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get_health_status,
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)
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__all__ = [

agents/code_inspection/adapters/code_review_adapter.py

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if not any(
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p in f.parts for p in ["node_modules", ".venv", "__pycache__", ".git"]
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)
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][
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:50
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] # Limit to 50 files for performance
118+
][:50] # Limit to 50 files for performance
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# Group files by language for language-aware review
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files_by_language: dict[str, list[str]] = defaultdict(list)

agents/code_inspection/adapters/security_adapter.py

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Licensed under Fair Source 0.9
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"""
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import logging
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import time
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from pathlib import Path
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from typing import Any
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from ..state import ToolResult
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logger = logging.getLogger(__name__)
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class SecurityAdapter:
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"""Adapter for the Security Vulnerability Scanner.
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"remediation": vuln.get("remediation", ""),
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}
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findings.append(finding)
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except Exception:
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# Skip files that can't be scanned
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except (OSError, PermissionError) as e:
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# File system errors - log and skip
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logger.warning(f"Cannot access {py_file}: {e}")
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continue
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except UnicodeDecodeError as e:
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# Binary or encoding issues - log and skip
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logger.debug(f"Cannot decode {py_file}: {e}")
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continue
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except (ValueError, RuntimeError, KeyError, IndexError, AttributeError) as e:
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# Fail secure - treat scan failures as potential issues
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logger.error(f"Scanner failed on {py_file}: {e}")
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findings_by_severity["medium"] += 1
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finding = {
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"finding_id": f"sec_{len(findings)}",
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"tool": "security",
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"category": "security",
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"severity": "medium",
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"file_path": str(py_file.relative_to(self.project_root)),
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"line_number": None,
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"code": "SCAN_FAILURE",
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"message": f"Security scanner failed: {type(e).__name__}",
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"evidence": str(e),
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"confidence": 0.5,
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"fixable": False,
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"fix_command": None,
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"remediation": "Manual review recommended - scanner could not complete",
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}
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findings.append(finding)
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# Scan dependencies if enabled
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if self.scan_dependencies:
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"remediation": f"Upgrade to {vuln.get('fix_version', 'latest')}",
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findings.append(finding)
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pass
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except FileNotFoundError as e:
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# No requirements file - log info only
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logger.info(f"No dependency file found: {e}")
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except (
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ValueError,
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RuntimeError,
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KeyError,
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IndexError,
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AttributeError,
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ConnectionError,
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) as e:
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# Fail secure - dependency scan failures are security issues
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logger.error(f"Dependency scanner failed: {e}")
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findings_by_severity["high"] += 1
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finding = {
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"finding_id": f"sec_dep_{len(findings)}",
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"tool": "security",
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"category": "deps",
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"severity": "high",
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"file_path": "requirements.txt",
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"line_number": None,
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"code": "DEP_SCAN_FAILURE",
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"message": f"Dependency scanner failed: {type(e).__name__}",
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"evidence": str(e),
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"confidence": 0.7,
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"fixable": False,
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"fix_command": None,
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"remediation": "Manual dependency audit recommended - scanner could not complete",
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}
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findings.append(finding)
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except OSError as e:
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# File system errors - log and continue
187+
logger.warning(f"Cannot access dependency files: {e}")
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# Calculate score
131190
score = self._calculate_score(findings_by_severity)
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153212
"vulnerability_scanner module not available",
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start_time,
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)
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except OSError as e:
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# File system errors accessing project root
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logger.critical(f"File system error during security scan: {e}")
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return self._create_error_result(f"Cannot access project files: {e}", start_time)
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except (AttributeError, TypeError) as e:
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# Scanner API errors or invalid configuration
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logger.error(f"Security scanner configuration error: {e}")
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return self._create_error_result(f"Scanner configuration issue: {e}", start_time)
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except Exception as e:
157-
return self._create_error_result(str(e), start_time)
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# Unexpected errors - log and report
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logger.exception(f"Unexpected error in security scan: {e}")
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return self._create_error_result(
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f"Security scan failed: {type(e).__name__}: {e}", start_time
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)
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159230
def _map_severity(self, severity: str) -> str:
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"""Map scanner severity to unified severity."""

agents/code_inspection/adapters/tech_debt_adapter.py

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Licensed under Fair Source 0.9
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"""
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import logging
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import time
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from pathlib import Path
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from typing import Any
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from ..state import ToolResult
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logger = logging.getLogger(__name__)
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class TechDebtAdapter:
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"""Adapter for the Tech Debt Wizard.
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except ImportError:
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# Fallback: Simple pattern scanning
118+
logger.info("Tech debt wizard not available, using fallback analysis")
115119
return await self._fallback_analyze(start_time)
120+
except (KeyError, ValueError, TypeError) as e:
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# Data format or configuration errors
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logger.error(f"Tech debt analysis data error: {e}")
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return self._create_error_result(f"Data validation error: {e}", start_time)
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except OSError as e:
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# File system errors
126+
logger.error(f"Tech debt analysis file system error: {e}")
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return self._create_error_result(f"Cannot access project files: {e}", start_time)
116128
except Exception as e:
117-
return self._create_error_result(str(e), start_time)
129+
# Unexpected errors - log with full context
130+
logger.exception(f"Unexpected error in tech debt analysis: {e}")
131+
return self._create_error_result(
132+
f"Tech debt analysis failed: {type(e).__name__}: {e}", start_time
133+
)
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119135
async def _fallback_analyze(self, start_time: float) -> ToolResult:
120136
"""Simple fallback analysis when wizard not available."""
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168184
"fix_command": None,
169185
}
170186
findings.append(finding)
171-
except Exception:
187+
except (OSError, PermissionError) as e:
188+
# File system errors - log and skip
189+
logger.warning(f"Cannot access {py_file}: {e}")
190+
continue
191+
except UnicodeDecodeError as e:
192+
# Binary or encoding issues - log and skip
193+
logger.debug(f"Cannot decode {py_file}: {e}")
172194
continue
173195

174196
score = self._calculate_score(findings_by_severity)

agents/code_inspection/baseline.py

Lines changed: 3 additions & 3 deletions
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440440
[],
441441
).append(supp_entry)
442442
elif scope == "rule":
443-
self.baseline.setdefault("suppressions", {}).setdefault("rules", {})[
444-
rule_code
445-
] = supp_entry
443+
self.baseline.setdefault("suppressions", {}).setdefault("rules", {})[rule_code] = (
444+
supp_entry
445+
)
446446
else:
447447
raise ValueError(f"Invalid scope: {scope}")
448448

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